{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  `xlim` scenarios\n",
    "\n",
    "## Testing `xlim` works under various scenarios:\n",
    "- date or datetime string\n",
    "- date or datetime object\n",
    "- float (matplotlib date)\n",
    "- int (dataframe row)\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas     as pd\n",
    "import mplfinance as mpf\n",
    "import datetime   as datetime\n",
    "import numpy      as np\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def date_to_mdate(date):\n",
    "#     \"\"\"Convert a `date` to a matplotlib date:\n",
    "    \n",
    "#     Input: `date` may be any of:\n",
    "#         (1) parseble string containing a date or datetime as a string,\n",
    "#         (2) python `datetime.date` or `datetime.datetime`,object\n",
    "#         (3) pandas.Timestamp object\n",
    "    \n",
    "#     Returns a Matplotlib Date: floating point number of days from 01-Jan-0001, plus one day.\n",
    "#     \"\"\"\n",
    "#     if isinstance(date,str):\n",
    "#         pydt = pd.to_datetime(date).to_pydatetime()\n",
    "#     elif isinstance(date,pd.Timestamp):\n",
    "#         pydt = date.to_pydatetime()\n",
    "#     elif isinstance(date,(datetime.datetime,datetime.date)):\n",
    "#         pydt = date\n",
    "#     else:\n",
    "#         return None\n",
    "#     return mdates.date2num(pydt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def date_to_iloc(dtseries,date):\n",
    "#     d1s = dtseries.loc[date:]\n",
    "#     if len(d1s) < 1:\n",
    "#         sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n",
    "#         raise ValueError('User specified line date \"'+str(date)+\n",
    "#                          '\" is beyond (greater than) range of plotted data ('+sdtrange+').')\n",
    "#     d1 = d1s.index[0]\n",
    "#     d2s = dtseries.loc[:date]\n",
    "#     if len(d2s) < 1:\n",
    "#         sdtrange = str(dtseries[0])+' to '+str(dtseries[-1])\n",
    "#         raise ValueError('User specified line date \"'+str(date)+\n",
    "#                          '\" is before (less than) range of plotted data ('+sdtrange+').')\n",
    "#     d2 = dtseries.loc[:date].index[-1]\n",
    "#     # If there are duplicate dates in the series, for example in a renko plot\n",
    "#     # then .get_loc(date) will return a slice containing all the dups, so:\n",
    "#     loc1 = dtseries.index.get_loc(d1)\n",
    "#     if isinstance(loc1,slice): loc1 = loc1.start\n",
    "#     loc2 = dtseries.index.get_loc(d2)\n",
    "#     if isinstance(loc2,slice): loc2 = loc2.stop - 1\n",
    "#     return (loc1+loc2)/2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 1192\r\n",
      "-rw-r--r-- 1 dino dino  33851 Dec 28 18:30 SP500_20191106_IDayBollinger.csv\r\n",
      "-rw-r--r-- 1 dino dino   1097 Sep 22  2020 SP500_NOV2019_Hist.csv\r\n",
      "-rw-r--r-- 1 dino dino  78853 Sep 22  2020 SP500_NOV2019_IDay.csv\r\n",
      "-rw-r--r-- 1 dino dino  92731 Feb 22 12:34 SP500_NOV2019_IDayRVol.csv\r\n",
      "-rw-r--r-- 1 dino dino  35001 Sep 22  2020 SPY_20110701_20120630_Bollinger.csv\r\n",
      "-rwxr-xr-x 1 dino dino  33235 Sep 22  2020 \u001b[0m\u001b[01;32mjpyusd_barchartdotcom.csv\u001b[0m*\r\n",
      "-rw-r--r-- 1 dino dino  66004 Sep 22  2020 \u001b[01;35msample_subplot.png\u001b[0m\r\n",
      "-rw-r--r-- 1 dino dino 239788 Sep 22  2020 yahoofinance-AAPL-20040819-20180120.csv\r\n",
      "-rw-r--r-- 1 dino dino 250345 Sep 22  2020 yahoofinance-GOOG-20040819-20180120.csv\r\n",
      "-rw-r--r-- 1 dino dino 161639 Sep 22  2020 yahoofinance-INTC-19950101-20040412.csv\r\n",
      "-rw-r--r-- 1 dino dino 189400 Sep 22  2020 yahoofinance-SPY-20080101-20180101.csv\r\n",
      "-rw-r--r-- 1 dino dino   6953 Mar 22 10:49 yahoofinance-SPY-20200901-20210113.csv\r\n"
     ]
    }
   ],
   "source": [
    "%ls -l ../data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===  iday  ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(1563, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DateTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:30:00</th>\n",
       "      <td>3080.80</td>\n",
       "      <td>3080.49</td>\n",
       "      <td>3081.47</td>\n",
       "      <td>3080.30</td>\n",
       "      <td>2209795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-05 09:31:00</th>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.36</td>\n",
       "      <td>3080.33</td>\n",
       "      <td>3079.15</td>\n",
       "      <td>1739410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:58:00</th>\n",
       "      <td>3090.73</td>\n",
       "      <td>3091.04</td>\n",
       "      <td>3091.13</td>\n",
       "      <td>3090.58</td>\n",
       "      <td>1231718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-08 15:59:00</th>\n",
       "      <td>3091.16</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3092.91</td>\n",
       "      <td>3090.96</td>\n",
       "      <td>1023516</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        Open    Close     High      Low   Volume\n",
       "DateTime                                                        \n",
       "2019-11-05 09:30:00  3080.80  3080.49  3081.47  3080.30  2209795\n",
       "2019-11-05 09:31:00  3080.33  3079.36  3080.33  3079.15  1739410\n",
       "2019-11-08 15:58:00  3090.73  3091.04  3091.13  3090.58  1231718\n",
       "2019-11-08 15:59:00  3091.16  3092.91  3092.91  3090.96  1023516"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "===  daily  ===\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(2519, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>147.100006</td>\n",
       "      <td>147.610001</td>\n",
       "      <td>146.059998</td>\n",
       "      <td>146.210007</td>\n",
       "      <td>108126800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-29</th>\n",
       "      <td>268.529999</td>\n",
       "      <td>268.549988</td>\n",
       "      <td>266.640015</td>\n",
       "      <td>266.859985</td>\n",
       "      <td>96007400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2007-12-31  147.100006  147.610001  146.059998  146.210007  108126800\n",
       "2017-12-29  268.529999  268.549988  266.640015  266.859985   96007400"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(504, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-04</th>\n",
       "      <td>112.370003</td>\n",
       "      <td>113.389999</td>\n",
       "      <td>111.510002</td>\n",
       "      <td>113.330002</td>\n",
       "      <td>118944600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-30</th>\n",
       "      <td>126.019997</td>\n",
       "      <td>126.330002</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>95599000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close     Volume\n",
       "Date                                                                 \n",
       "2010-01-04  112.370003  113.389999  111.510002  113.330002  118944600\n",
       "2011-12-30  126.019997  126.330002  125.500000  125.500000   95599000"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Read in daily data for the S&P 500 from November of 2019: \n",
    "iday = pd.read_csv('../data/SP500_NOV2019_IDayRVol.csv',index_col=0,parse_dates=True)\n",
    "iday.index.name = 'DateTime'\n",
    "print('===  iday  ===')\n",
    "iday.shape\n",
    "iday.iloc[[0,1,-2,-1]]\n",
    "\n",
    "#daily = pd.read_csv('../data/yahoofinance-SPY-20200901-20210113.csv',index_col=0,parse_dates=True)\n",
    "daily = pd.read_csv('../data/yahoofinance-SPY-20080101-20180101.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.drop('Adj Close',axis=1,inplace=True)\n",
    "print('\\n\\n===  daily  ===')\n",
    "daily.shape\n",
    "daily.iloc[[0,-1]]\n",
    "daily = daily.loc['2010-1-1':'2012-1-1',:]\n",
    "daily.shape\n",
    "daily.iloc[[0,-1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,xlim=('2009-05-10','2012-12-10'),show_nontrading=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DatetimeIndex(['2010-01-04', '2010-01-05', '2010-01-06', '2010-01-07',\n",
       "               '2010-01-08', '2010-01-11', '2010-01-12', '2010-01-13',\n",
       "               '2010-01-14', '2010-01-15',\n",
       "               ...\n",
       "               '2011-12-16', '2011-12-19', '2011-12-20', '2011-12-21',\n",
       "               '2011-12-22', '2011-12-23', '2011-12-27', '2011-12-28',\n",
       "               '2011-12-29', '2011-12-30'],\n",
       "              dtype='datetime64[ns]', name='Date', length=504, freq=None)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslibs.timestamps.Timestamp"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily.index\n",
    "type(daily.index[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslibs.timestamps.Timestamp"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "Timestamp('2012-12-10 00:00:00')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "datetime.datetime"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "datetime.datetime"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "datetime.datetime(2012, 12, 10, 0, 0)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print('---')\n",
    "dt1 = pd.to_datetime('2012-12-10')\n",
    "type(dt1)\n",
    "dt1\n",
    "print('---')\n",
    "dt2 = datetime.datetime(2012,12,10)\n",
    "type(dt2)\n",
    "dt1 == dt2\n",
    "type(dt1) == type(dt2)\n",
    "print('---')\n",
    "dt3 = pd.to_datetime('2012-12-10').to_pydatetime()\n",
    "type(dt3)\n",
    "dt3\n",
    "print('---')\n",
    "dt3 == dt2\n",
    "type(dt3) == type(dt2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "xlim1 = ['2009-05-10','2012-12-10']\n",
    "xlim2 = [pd.to_datetime(d) for d in xlim1]\n",
    "xlim3 = [d.to_pydatetime() for d in xlim2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "pandas._libs.tslibs.timestamps.Timestamp"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "datetime.datetime"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for xlim in xlim1,xlim2,xlim3:\n",
    "    type(xlim[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## TODO:  Why does adding `volume=True` make it so much slower?!\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def novol():\n",
    "    for xlim in xlim1,xlim2,xlim3:\n",
    "        mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3))\n",
    "def withvol():\n",
    "    for xlim in xlim1,xlim2,xlim3:\n",
    "        mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3),volume=True)\n",
    "def apvol():\n",
    "    for xlim in xlim1,xlim2,xlim3:\n",
    "        ap = mpf.make_addplot(daily.Volume,type='line',panel=1)\n",
    "        mpf.plot(daily,xlim=xlim,show_nontrading=True,figsize=(6,3),addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "845 ms ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n1 -r1 novol()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8.04 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n1 -r1 withvol()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.78 s ± 0 ns per loop (mean ± std. dev. of 1 run, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit -n1 -r1 apvol()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = [x for x in range(0,150)]\n",
    "y = [random.randint(10,30) for y in range(0,150)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pbar():\n",
    "    fig = plt.figure(figsize=(5,2))\n",
    "    ax = fig.add_axes([0.1,0.1,0.8,0.8])\n",
    "    x = [x for x in range(0,150)]\n",
    "    y = [random.randint(10,30) for y in range(0,150)]\n",
    "    ax.bar(x,y)\n",
    "    \n",
    "def pline():\n",
    "    fig = plt.figure(figsize=(5,2))\n",
    "    ax = fig.add_axes([0.1,0.1,0.8,0.8])\n",
    "    x = [x for x in range(0,150)]\n",
    "    y = [random.randint(10,30) for y in range(0,150)]\n",
    "    ax.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#%timeit -n1 -r1 pline()\n",
    "#%timeit -n1 -r1 pbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import timeit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "timeline = timeit.timeit(pline,number=5)\n",
    "timebar  = timeit.timeit(pbar,number=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "timeline= 0.11310889996821061\n",
      "timebar = 1.1814655000343919\n",
      "\n",
      "timebar/timeline= 10.44538051706315\n"
     ]
    }
   ],
   "source": [
    "print('timeline=',timeline)\n",
    "print('timebar =',timebar)\n",
    "print('\\ntimebar/timeline=',timebar/timeline)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
